{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d1acff9e48>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "x = [0] * 512\n",
    "xshift = [0] * 512\n",
    "carrierwave = [0] * 512\n",
    "\n",
    "o = 20 #标准差越小 波形越窄 对应的频谱越宽\n",
    "u = 255\n",
    "centerfreq = 80\n",
    "for i in range(512):\n",
    "    t = 1 / math.sqrt(2 * math.pi ) * o\n",
    "    t1 = math.exp(-(i - u)**2 / (2*o**2))\n",
    "    #dpsi = 40 * i * 2 * math.pi/(1 * 511)  #相位变化\n",
    "    if i == 0:\n",
    "        dpsi = np.random.rand() # math.cos(2 * math.pi * centerfreq * i / 511 + dpsi)\n",
    "    elif i%10 == 0:\n",
    "        dpsi = np.random.rand()\n",
    "        \n",
    "    carrier = math.cos(2 * math.pi * centerfreq * i / 511 + dpsi)\n",
    "    carrier_j = math.cos( (2 * math.pi * centerfreq * i / 511) + dpsi - math.pi/2 )\n",
    "    carrierwave[i] = carrier\n",
    "    x[i] = t*t1*carrier\n",
    "    xshift[i] = t*t1*carrier_j\n",
    "\n",
    "plt.figure(figsize=(15,5))    \n",
    "plt.plot(carrierwave)\n",
    "\n",
    "def calc_hilbertz(data=np.array([0,0])):\n",
    "    datalen = len(data)//2\n",
    "    datafft = np.fft.fft(data)\n",
    "    for i in range(datalen):\n",
    "        datafft[i] =  -1j * datafft[i]\n",
    "        datafft[i + datalen] = 1j * datafft[i + datalen]\n",
    "    \n",
    "    #datafft[0] = 0+0j\n",
    "    #datafft[datalen] = 0+0j\n",
    "    datashift = np.fft.ifft(datafft)\n",
    "    ret = data + 1j * datashift\n",
    "    return ret\n",
    "    \n",
    "plt.figure(figsize=(15,5))    \n",
    "plt.plot(x)\n",
    "plt.figure(figsize=(15,5))    \n",
    "plt.plot(xshift)\n",
    "plt.plot(calc_hilbertz(x).imag)\n",
    "\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(x)\n",
    "plt.plot(calc_hilbertz(x).imag)\n",
    "plt.plot(np.abs(calc_hilbertz(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
